CN107478340B - A kind of converter valve monitoring method and system based on image co-registration - Google Patents

A kind of converter valve monitoring method and system based on image co-registration Download PDF

Info

Publication number
CN107478340B
CN107478340B CN201710612787.0A CN201710612787A CN107478340B CN 107478340 B CN107478340 B CN 107478340B CN 201710612787 A CN201710612787 A CN 201710612787A CN 107478340 B CN107478340 B CN 107478340B
Authority
CN
China
Prior art keywords
image
converter valve
visible images
temperature area
infrared
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201710612787.0A
Other languages
Chinese (zh)
Other versions
CN107478340A (en
Inventor
魏卓
董朝阳
陆启宇
杨青波
梁鹏飞
柴卫强
赵小虎
华蕾
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
State Grid Corp of China SGCC
Xuji Group Co Ltd
XJ Electric Co Ltd
State Grid Shanghai Electric Power Co Ltd
Original Assignee
State Grid Corp of China SGCC
Xuji Group Co Ltd
XJ Electric Co Ltd
State Grid Shanghai Electric Power Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by State Grid Corp of China SGCC, Xuji Group Co Ltd, XJ Electric Co Ltd, State Grid Shanghai Electric Power Co Ltd filed Critical State Grid Corp of China SGCC
Priority to CN201710612787.0A priority Critical patent/CN107478340B/en
Publication of CN107478340A publication Critical patent/CN107478340A/en
Application granted granted Critical
Publication of CN107478340B publication Critical patent/CN107478340B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01JMEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J5/00Radiation pyrometry, e.g. infrared or optical thermometry
    • G01J5/10Radiation pyrometry, e.g. infrared or optical thermometry using electric radiation detectors
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/88Investigating the presence of flaws or contamination
    • G01N21/95Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N25/00Investigating or analyzing materials by the use of thermal means
    • G01N25/72Investigating presence of flaws

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Radiation Pyrometers (AREA)
  • Closed-Circuit Television Systems (AREA)

Abstract

The present invention relates to a kind of converter valve monitoring method and system based on image co-registration, converter valve components are subjected to region segmentation, and temperature area was filtered out according to the infrared image in each region, for the pixel weighting fusion treatment for crossing temperature area progress visible images and infrared image, the image merged.This method does not need to improve the resolution ratio of infrared detector, cost can be effectively reduced, to quickly recognize the specific location and surface characteristics of converter valve exception excess temperature;Meanwhile the processing method can be automatically processed by computer, not easy to make mistakes without too many artificial participation, high-efficient, real-time is high.Moreover, the present invention can retain scene information abundant, timely monitoring and early warning are provided for the safe and stable operation of converter valve equipment.

Description

A kind of converter valve monitoring method and system based on image co-registration
Technical field
The invention belongs to technical field of ultrahigh voltage direct current, and in particular to a kind of change of current valve unit monitoring based on image co-registration Method and system.
Background technique
D.C. high voltage transmission has the history of many years in China.With being constantly progressive for HVDC Transmission Technology, and permitted The superiority that various aspects have AC system incomparable, so that direct current transportation is increasingly received by people.Power electronics skill The rapid development of art and microelectric technique, high-pressure high-power thyristor come out, and thyristor valves and Control Technique of Microcomputer are straight A large amount of application has been obtained in stream power transmission engineering, has effectively improved the runnability and reliability of direct current transportation, has been promoted straight Flow the development of technology of transmission of electricity.
As the core equipment in DC transmission system, need to carry out converter valve equipment close monitoring.Currently, exchange Valve monitoring is flowed, is concentrated mainly in the monitoring to transistors breakdown and the monitoring of valve tower water leakage situation, not further more Perfect Stateful Inspection function.
Though design initial stage, the running temperature of the key components and parts of converter valve equipment is all designed normal range (NR) it It is interior, still, due to failure problems such as the abnormal high pressure of equipment, component ageings, it still may cause the situation of running temperature exception Occur.If being likely to result in device temperature without finding temperature anomaly point in time and sharply increasing or even occur on fire from explosion etc. Major accident.In order to guarantee the safe and reliable operation of converter valve equipment, it is necessary to the operating statuses of converter valve key components and parts into Row real-time monitoring finds temperature anomaly point in time, so as to take corresponding prevention, maintenance measure in time.
It is detected now frequently with heating accident of the thermal infrared imager to electric device.Any object for having temperature all can Infrared ray is issued, thermal infrared imager is exactly the infrared energy that measured target is received using infrared detector and optical imaging objective Amount distribution figure, reflects onto the light-sensitive element of infrared detector, measured object table can be shown by coloured picture The Temperature Distribution in face.
And converter valve is high pressure, strong magnetic machine, valve layer space is limited, can not be by mature imaging device (such as infrared heat As instrument) it is directly installed in valve tower.In order to solve this problem, it can generally be solved by two methods.First, pass through O&M people The hand-held infrared equipment of member carries out the shooting of infrared image making an inspection tour aisle to converter valve, this method need it is artificial participate in, efficiency compared with It is low, and the state of temperature of each components can not be directly measured, it is not able to satisfy the requirement of automatic running and real-time.Second, Can integration imaging module implantation valve tower in, still, due to the temperature close of converter valve components electric elements inside, integration imaging mould The universal pixel of block is lower, can not accurately identify the surface characteristics of components, if merely improving infrared detector resolution ratio, accordingly Along with cost steeply rise and the appearance of some insoluble technical problems.
Summary of the invention
The purpose of the present invention is to provide a kind of converter valve monitoring method and system based on image co-registration, it is existing to solve There is the problem that the low efficiency of converter valve equipment monitoring technology, real-time are low in technology.
In order to solve the above technical problems, the technical solution of the present invention is as follows:
A kind of converter valve monitoring method of the invention, includes the following steps:
1) infrared image and visible images of converter valve components are acquired;
2) converter valve components are divided at least two regions, and warm area was filtered out according to the infrared image in each region Domain;
3) gray value of corresponding pixel points in the visible images for crossing temperature area and the infrared image for crossing temperature area is carried out Weighted sum, the image merged;Wherein, it crosses the corresponding weight of visible images of temperature area and crosses the infrared figure of temperature area As corresponding weight adds up to 1.
Further, when converter valve components are reactor area, the weight for crossing the visible images of temperature area is fixed value.
Further, when converter valve components are thyristor area, the weight and pixel ratio of the visible images of temperature area are crossed Example is directly proportional;Wherein, the pixel ratio was standard drawing of the gray value lower than setting of the visible images pixel of temperature area As the number of the gray value of pixel accounted for the ratio of the visible images total number of pixels of temperature area.
Further, step 2) includes: that the infrared image in each region is converted to temperature value, is searched in the region most High-temperature, if maximum temperature is greater than temperature threshold when operating normally, which was temperature area.
Further, before step 3) further include: the infrared image for crossing temperature area is carried out image enhancement processing.
Further, before step 2) further include: the visible images of acquisition are carried out image enhancement processing.
Further, described image enhancing processing includes stabilization processing and image color processing.
Further, when the pixel ratio is lower than setting ratio, the visible images of acquisition are abandoned, by going through for storage History visible images are as visible images to be fused.
Further, before step 2) further include: the visible images of acquisition and infrared image are carried out coaxial edge feature Geometric precision correction processing.
A kind of change of current valve monitoring system of the invention, including acquisition unit and processor, the acquisition unit include visible Light microscopic head and infrared lens;The processor sampling connects the visible light lens and infrared lens;
The visible light lens are used to acquire the visible images of converter valve components, and the infrared lens are for acquiring the change of current The infrared image of valve module;
The processor is used to the infrared image of acquisition and visible images being divided at least two regions, and according to each The infrared image in region filtered out temperature area;It will be corresponding in the visible images for crossing temperature area and the infrared image for crossing temperature area The gray value of pixel is weighted summation, the image merged;Wherein, the corresponding weight of visible images of temperature area is crossed Weight corresponding with the infrared image of temperature area is crossed adds up to 1.
The beneficial effects of the present invention are:
Converter valve components are carried out region segmentation by the converter valve monitoring method and system based on image co-registration of the invention, And temperature area was filtered out according to each region infrared image of acquisition, for temperature area excessively, it will be seen that light image and infrared figure As carrying out pixel weighting fusion treatment, the image merged.This method does not need to improve the resolution ratio of infrared detector, can It is effectively reduced cost, to quickly recognize the specific location and surface characteristics of converter valve exception excess temperature;Meanwhile the processing side Method can be automatically processed by computer, not easy to make mistakes without excessive artificial participation, high-efficient, and real-time is high.Moreover, this hair It is bright to retain scene information abundant, timely monitoring and early warning are provided for the safe and stable operation of converter valve equipment.
Further, the present invention is according to the characteristic in different components regions, when carrying out pixel Weighted Fusion, using difference Weight selection method, for the weight that the selection of volume biggish reactor area is fixed, for the thyristor area of small volume, choosing Different weight coefficients is selected, the selection of the coefficient is related with pixel ratio, and pixel ratio was the visible images picture of temperature area The gray value of element is always a lower than the visible images pixel that the number of the gray value of the standard picture pixel of setting accounted for temperature area Several ratios.Different weights is selected for different region characteristics, has reached better display output effect and quick and precisely The purpose of positioning failure component.
Further, selection uses different visible images under different illuminance, when detecting visible images Gray value be higher than threshold value when determine current light degree condition it is preferable, it is seen that light image quality is higher, can directly select acquisition Visible images are handled as visible images to be fused;When detecting the gray value of visible images lower than threshold value Determine that current light degree condition is poor, it is seen that light image quality is bad, selects the valve module model image data saved at this time It is handled as visible images to be fused.The method increase imaging display effects.
Detailed description of the invention
Fig. 1 is converter valve components floor plan;
Fig. 2 is converter valve image processing flow figure;
Fig. 3 is building area-of-interest flow chart.
Specific embodiment
To keep the objectives, technical solutions, and advantages of the present invention clearer, with reference to the accompanying drawings and embodiments, to the present invention It is described in further detail, but real-time mode of the invention is not limited thereto.
Infrared image is radiation image, there are in visible images not it is observed that target, can preferably reflect with The biggish target of the background temperature difference, but for the unobvious of detail section performance;Visible images are reflected image, background environment Texture-rich can preferably reflect the details of scene, but contrast is relatively low when illumination is bad.Infrared image and visible The fusion of light image can there are background informations abundant in characteristic and visible images to have combined by target in infrared image , their own characteristic information is effectively integrated and is excavated, the understanding to scene is enhanced, protrudes target well.Therefore this hair Bright focuses on for the visible images of the converter valve components of acquisition and infrared image being fused together, to reach preferably aobvious Show output effect and the quick and precisely purpose of positioning failure component.
Change of current valve monitoring system of the invention includes visible light lens and infrared lens, rationally designs the phase of both camera lenses To position and imaging size, it is ensured that the areas imaging of the two is consistent, carries out basis for the processing of subsequent image co-registration.The system It further include processor, processor is used for after receiving the information that can acquire light microscopic head and infrared lens, does corresponding image Fusion treatment, converter valve monitoring method as of the invention.
Before doing fusion treatment, the electrical component layout drawing of known converter valve components is stored in advance, by change of current valve group The plane of part is divided into reactor region and thyristor region, as shown in Figure 1.Wherein, the component size in reactor region Larger, feature is more obvious in fusion display, is easier to identify;Component size in thyristor region is smaller and more close Collection is not easily distinguishable in fusion display.For the characteristic in both regions, different method for amalgamation processing will be used below.
Specific method is as shown in Figure 2.
Firstly, the visible light input picture of acquisition is enhanced module, to carry out image enhancement processing.The purpose of image enhancement It is the visual effect for improving image, the whole or local feature of image is purposefully protruded, so that interested feature is more clear It embodies clearly, meets the requirement of system.Specifically include stabilization processing and image color processing.
Then, the visible images of image enhancement and infrared image are subjected to coaxial Edge Feature Matching correction process, Ensure that object exterior contour is consistent when the two imaging superposition, no offset.
Then, the infrared image of acquisition and visible images are divided at least two regions, shape, the number in region can roots It is split according to actual conditions.For each region, temperature area was filtered out according to infrared image, specific method as shown in figure 3, That is:
1) for each region Qj, the temperature data of each pixel is calculated by infrared picture data, finds area Domain QjInterior maximum temperature point Tjmax
2) temperature data when operating normally converter valve components saves as template, by the maximum temperature point in each region TjmaxIt makes comparisons with the temperature threshold of template, if more than the temperature threshold of template, which was temperature area, which is stored For " area-of-interest (Region of Interest, ROI) ";Otherwise, cancel the definition that the region is ROI;
3) each region is judged.
In addition, it is noted that the method for segmentation, region need basic when infrared image and visible images are split It is completely the same, to reach accurate syncretizing effect.
Secondly, the infrared image of ROI is carried out image enhancement processing.
Finally, according to the spatial layout feature of converter valve components, it will be corresponding in the infrared image of the visible images of ROI and ROI The gray value of pixel is weighted summation, the image merged.
Assuming that visible images to be fused are expressed as VIS, infrared image is expressed as IR, and fusion results are expressed as The realization process of Fusion, pixel Weighted Average Algorithm indicate as follows:
Fusion (i, j)=ω1VIS(i,j)+ω2IR(i,j)
Wherein, (i, j) indicates distributing position of the pixel in two-dimensional image matrix, corresponds to the row and column where pixel, ω1Indicate the weight of visible images, ω2Indicate the weight of infrared image, and ω12=1.The determination of weight directly affects Fusion results.
Wherein, specific weight selection method are as follows:
If converter valve components are reactor area, the volume of reactor is relatively large and structure is single, is hardly damaged, here Weight ω1、ω2Use fixed value.Be specifically configured to how many, can according to Practical Project demand, experience or historical data into Row setting, to reach preferable syncretizing effect.
If converter valve components are thyristor area, thyristor and its peripheral circuit small volume, area is not easy in infrared image Point, different weights is used according to the difference of grey scale pixel value.Specific Weight selected method are as follows:
1) due to the gray value of pixel and incident illumination intensity direct proportionality, normal identification is counted before fusion The grey scale pixel value of the visible images of illuminance 1LUX needed for converter valve components clarity, and as standard value.
2) based on practical converter valve imaging effect, a table is established, which is pixel ratio and visible light figure The relationship of the weight of picture.Wherein, the visible images grey scale pixel value and standard value of ROI region to be fused are made comparisons, is counted The ratio that the total pixel of visible images is accounted for lower than the pixel of standard value is calculated, which is pixel ratio.The table can be through more Secondary actual measurement, empirical statistics go out the best correspondence of the ratio and visual image fusion weight size.The pixel ratio of the table Example has certain range, not it is all include including.
3) pixel ratio for calculating the visible images of ROI region to be fused obtains visible images according to table Weight, and then obtain the weight of infrared image.It is possible that calculated pixel ratio does not embody in the table, there are deviations.Example Such as: what is stored in table is respectively 0.3,0.4,0.5,0.6 pixel ratio and the relationship of visible images weight, and is calculated The pixel ratio come is 0.37, pixel ratio can be selected for the power of visible images corresponding to 0.4 by nearby principle at this time Recast is the weight of the secondary visible images.
4) in addition, when calculated pixel ratio is less than minimum threshold, determining to work as when beyond the range of table storage Preceding illumination condition is slightly poor, it is seen that light image quality is bad, it is seen that light image is unavailable, use the component model that has saved as to The visible images of fusion.
This method selects different weights according to the characteristic of converter valve components, can be rapidly performed by image co-registration, reaches Output effect and the quick and precisely purpose of positioning failure component are shown to better, to clearly show that each components State remains scene detailed information abundant, rapid examination abnormal area component surface feature.
In the specific implementation, can come by adjusting the transparency display scale of infrared image and visible images to image into Row superposition, it will be seen that light image is as background image, and using infrared image as upper layer images, the image adjusted in ROI region is folded Proportionality coefficient is added to achieve the purpose that prominent abnormal excess temperature element.
The determination principle of transparency proportion weighted coefficient when two kinds of image co-registrations is, (without exception under accidental conditions Excess temperature failure), it is seen that light image transparency display scale is lower, and thermal-induced imagery transparency display scale is higher, mainly passes through Visible images watch real-time running state;There are under abnormal excess temperature fault condition, ROI region visible images transparency is shown Show that ratio increases, thermal-induced imagery transparency display scale reduces, and shows ROI region element excess temperature failure suddenly.It can also pass through Human-computer interaction interface manually adjusts the transparency display scale of two kinds of images, to reach better final display effect, and is melting Close the maximum temperature value that ROI region is marked in image.
It is discussed in detail although the contents of the present invention have passed through above preferred embodiment, but it should be appreciated that above-mentioned Description is not considered as limitation of the present invention.After those skilled in the art have read above content, for of the invention A variety of modifications and substitutions all will be apparent.Therefore, protection scope of the present invention should be limited to the appended claims.

Claims (10)

1. a kind of converter valve monitoring method, which comprises the steps of:
1) infrared image and visible images of converter valve components are acquired;
2) converter valve components are divided at least two regions, and temperature area was filtered out according to the infrared image in each region;
3) gray value of corresponding pixel points in the infrared image of the visible images of temperature area and temperature area excessively excessively is weighted Summation, the image merged;Wherein, it crosses the corresponding weight of visible images of temperature area and crosses the infrared image pair of temperature area The weight answered adds up to 1.
2. converter valve monitoring method according to claim 1, which is characterized in that when converter valve components are reactor area, The weight for crossing the visible images of temperature area is fixed value.
3. converter valve monitoring method according to claim 1, which is characterized in that when converter valve components are thyristor area, The weight for crossing the visible images of temperature area is directly proportional to pixel ratio;Wherein, the pixel ratio was the visible of temperature area The gray value of light image pixel accounted for the visible images of temperature area lower than the number of the gray value of the standard picture pixel of setting The ratio of total number of pixels;The gray value of standard picture pixel refers to illumination needed for normally identifying converter valve components clarity Spend the grey scale pixel value of the visible images of 1LUX.
4. converter valve monitoring method according to claim 1, which is characterized in that step 2) includes: by the red of each region Outer image is converted to temperature value, searches the maximum temperature in the region, if maximum temperature is greater than temperature threshold when operating normally, Then the region was temperature area.
5. converter valve monitoring method according to claim 1, which is characterized in that before step 3) further include: by temperature area Infrared image carry out image enhancement processing.
6. converter valve monitoring method according to claim 1, which is characterized in that before step 2) further include: by acquisition can Light-exposed image carries out image enhancement processing.
7. converter valve monitoring method according to claim 5 or 6, which is characterized in that described image enhancing processing includes anti- Tremble processing and image color processing.
8. converter valve monitoring method according to claim 3, which is characterized in that when the pixel ratio is lower than setting ratio When, the visible images of acquisition are abandoned, using the history visible images of storage as visible images to be fused.
9. converter valve monitoring method according to claim 1, which is characterized in that before step 2) further include: by acquisition can Light-exposed image and infrared image carry out coaxial edge feature geometric precision correction processing.
10. a kind of change of current valve monitoring system, which is characterized in that including acquisition unit and processor, the acquisition unit includes can Light-exposed camera lens and infrared lens;The processor sampling connects the visible light lens and infrared lens;
The visible light lens are used to acquire the visible images of converter valve components, and the infrared lens are for acquiring change of current valve group The infrared image of part;
The processor is used to converter valve components being divided at least two regions, and is filtered out according to the infrared image in each region Cross temperature area;The gray value of corresponding pixel points in the infrared image of the visible images of temperature area and temperature area excessively excessively is added Power summation, the image merged;Wherein, it crosses the corresponding weight of visible images of temperature area and crosses the infrared image of temperature area Corresponding weight adds up to 1.
CN201710612787.0A 2017-07-25 2017-07-25 A kind of converter valve monitoring method and system based on image co-registration Active CN107478340B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710612787.0A CN107478340B (en) 2017-07-25 2017-07-25 A kind of converter valve monitoring method and system based on image co-registration

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710612787.0A CN107478340B (en) 2017-07-25 2017-07-25 A kind of converter valve monitoring method and system based on image co-registration

Publications (2)

Publication Number Publication Date
CN107478340A CN107478340A (en) 2017-12-15
CN107478340B true CN107478340B (en) 2019-08-06

Family

ID=60596677

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710612787.0A Active CN107478340B (en) 2017-07-25 2017-07-25 A kind of converter valve monitoring method and system based on image co-registration

Country Status (1)

Country Link
CN (1) CN107478340B (en)

Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108332858B (en) * 2018-01-10 2020-04-10 云南电网有限责任公司电力科学研究院 Valve cooling system monitoring method and system
CN108983110B (en) * 2018-04-16 2020-10-27 许继集团有限公司 Power supply reliability detection system of converter valve monitoring equipment
CN108428222A (en) * 2018-05-21 2018-08-21 深圳市神飞电子科技有限公司 A kind of system of Terahertz image and natural light image superposition
CN109146904A (en) * 2018-08-13 2019-01-04 合肥英睿系统技术有限公司 The method and apparatus of infrared image object profile is shown in visible images
WO2020061789A1 (en) * 2018-09-26 2020-04-02 深圳市大疆创新科技有限公司 Image processing method and device, unmanned aerial vehicle, system and storage medium
CN111433810A (en) 2018-12-04 2020-07-17 深圳市大疆创新科技有限公司 Target image acquisition method, shooting device and unmanned aerial vehicle
CN109636797B (en) * 2018-12-21 2022-08-05 国网福建省电力有限公司 Method for detecting deformation of non-contact flexible direct current converter valve module
CN112798880A (en) * 2019-11-14 2021-05-14 许继集团有限公司 Monitoring method and system for key elements in converter valve
CN111179267B (en) * 2020-01-22 2023-05-12 湘潭大学 Quality monitoring method for part surface laser cladding manufacturing process
CN111436972A (en) * 2020-04-13 2020-07-24 王时灿 Three-dimensional ultrasonic gynecological disease diagnosis device
CN111798560B (en) * 2020-06-09 2023-09-01 同济大学 Visualization method for three-dimensional live-action model of infrared thermal image temperature measurement data of power equipment
CN112304364A (en) * 2020-09-24 2021-02-02 许继集团有限公司 Panoramic inspection method for energy-consuming converter valve and monitoring device for energy-consuming converter valve

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP2271073B1 (en) * 2009-07-01 2018-03-07 Fluke Corporation Thermography methods
CN103778618A (en) * 2013-11-04 2014-05-07 国家电网公司 Method for fusing visible image and infrared image
CN104217425B (en) * 2014-08-15 2017-02-01 国家电网公司 Superpixel-based electric transmission and transformation equipment infrared fault image segmentation method
CN204178238U (en) * 2014-10-21 2015-02-25 山东鲁能智能技术有限公司 A kind of suspension cable type intelligent inspection robot for converter station valve hall equipment
CN105160792B (en) * 2015-07-30 2019-03-29 国家电网公司 A kind of monitoring system of electricity grid substation
CN106960428A (en) * 2016-01-12 2017-07-18 浙江大立科技股份有限公司 Visible ray and infrared double-waveband image co-registration Enhancement Method
CN106548467B (en) * 2016-10-31 2019-05-14 广州飒特红外股份有限公司 The method and device of infrared image and visual image fusion
CN206148959U (en) * 2016-11-21 2017-05-03 南方电网科学研究院有限责任公司 Current conversion station

Also Published As

Publication number Publication date
CN107478340A (en) 2017-12-15

Similar Documents

Publication Publication Date Title
CN107478340B (en) A kind of converter valve monitoring method and system based on image co-registration
CN112734692B (en) Defect identification method and device for power transformation equipment
CN106548467B (en) The method and device of infrared image and visual image fusion
CN111275759B (en) Transformer substation disconnecting link temperature detection method based on unmanned aerial vehicle double-light image fusion
CN110850723B (en) Fault diagnosis and positioning method based on transformer substation inspection robot system
CN104168478B (en) Based on the video image color cast detection method of Lab space and relevance function
CN109800697B (en) Transformer target detection and appearance defect identification method based on VGG-net style migration
CN111260788B (en) Power distribution cabinet switch state identification method based on binocular vision
CN107907775B (en) Wiring detection method and wiring detection device
CN106056594A (en) Double-spectrum-based visible light image extraction system and method
CN115290696A (en) Infrared thermal imaging defect detection method and device for transformer substation insulator
CN104834081B (en) Rapid automatic focusing method for stereoscopic microscope
Kurmi et al. Pose error reduction for focus enhancement in thermal synthetic aperture visualization
CN116310274A (en) State evaluation method for power transmission and transformation equipment
CN113778091A (en) Method for inspecting equipment of wind power plant booster station
Zhou et al. Calibration and location analysis of a heterogeneous binocular stereo vision system
CN110956640B (en) Heterogeneous image edge point detection and registration method
CN104457653A (en) Displacement detection method for valve element of linear electromagnetic valve
CN108154478A (en) A kind of remote sensing image processing method
CN107833204B (en) Visual detection method of infrared image of substation equipment based on topology matching
CN102679957B (en) Background information and color feature combined fish body detection method
Gao et al. Method of quality assessment based on convolution feature similarity for laser disturbing image
CN103778594A (en) Red-eye detection method based on flashlight and non-flashlight image pairs
CN114418941B (en) Defect diagnosis method and system based on detection data of power inspection equipment
CN117706239B (en) Converter transformer overheat fault point prediction system

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant